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histos.py
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histos.py
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from array import array
import awkward as ak
import hist
# import root_numpy as rnp
import numpy as np
import ROOT
# import pandas as pd
import uproot as up
from scipy.special import expit
import python.boost_hist as bh
stuff = []
class HistoManager:
class __TheManager:
def __init__(self):
self.val = None
self.histoList = list()
self.file = None
def __str__(self):
return f'self{self.val}'
def addHistos(self, histo):
# print 'ADD histo: {}'.format(histo)
self.histoList.append(histo)
def writeHistos(self):
for histo in self.histoList:
histo.write(self.file)
instance = None
def __new__(cls):
if not HistoManager.instance:
HistoManager.instance = HistoManager.__TheManager()
return HistoManager.instance
def __getattr__(self, name):
return getattr(self.instance, name)
def __setattr__(self, name):
return setattr(self.instance, name)
class BaseHistos:
def __init__(self, name, root_file=None, debug=False):
self.name_ = name
# print name
# print self.__class__.__name__
# # print 'BOOK histo: {}'.format(self)
if root_file is not None:
root_file.cd()
# print 'class: {}'.format(self.__class__.__name__)
# ROOT.gDirectory.pwd()
file_dir = root_file.GetDirectory(self.__class__.__name__)
# print '# keys in dir: {}'.format(len(file_dir.GetListOfKeys()))
# file_dir.cd()
selhistos = [(histo.ReadObj(), histo.GetName())
for histo in file_dir.GetListOfKeys()
if histo.GetName().startswith(f'{name}_')]
if debug:
print(selhistos)
for hinst, histo_name in selhistos:
attr_name = f"h_{histo_name.split(f'{name}_')[1]}"
setattr(self, attr_name, hinst)
# self.h_test = root_file.Get('h_EleReso_ptRes')
# print 'XXXXXX'+str(self.h_test)
else:
# for histo in [a for a in dir(self) if a.startswith('h_')]:
# FIXME
# getattr(self, histo).Sumw2()
hm = HistoManager()
hm.addHistos(self)
def write(self, upfile):
dir_name = self.__class__.__name__
for histo in [a for a in dir(self) if a.startswith('h_')]:
writeable_hist = getattr(self, histo)
# print (f"Writing {histo} class {writeable_hist.__class__.__name__}")
if 'GraphBuilder' in writeable_hist.__class__.__name__ :
continue
elif 'TH1' in writeable_hist.__class__.__name__ or 'TH2' in writeable_hist.__class__.__name__:
# print('start')
# FIXME: this somehow fails randomply. ROOT not lining the right python???
upfile[f'{dir_name}/{writeable_hist.GetName()}'] = writeable_hist
# print('ok')
else:
up_writeable_hist = up.to_writable(writeable_hist)
upfile[f'{dir_name}/{writeable_hist.label}'] = up_writeable_hist
# def normalize(self, norm):
# className = self.__class__.__name__
# ret = className()
# return ret
def __repr__(self):
return f'<{self.__class__.__name__} {self.name_}>'
class GraphBuilder:
def __init__(self, h_obj, h_name):
self.h_obj = h_obj
self.h_name = h_name
def get_graph(self, name, title, x, y, ex_l, ex_h, ey_l, ey_h):
global stuff
ret = ROOT.TGraphAsymmErrors()
stuff.append(ret)
ret.SetName(name)
ret.SetTitle(title)
ret.Set(len(x))
for idx in range(len(x)):
ret.SetPoint(idx, x[idx], y[idx])
ret.SetPointError(idx, ex_l[idx], ex_h[idx], ey_l[idx], ey_h[idx])
ret.SetMarkerStyle(2)
return ret
def __call__(self, name, title, function):
h2d = getattr(self.h_obj, self.h_name)
x, y, ex_l, ex_h, ey_l, ey_h = function(h2d)
h_title_parts = h2d.GetTitle().split(';')
g_title = f'{h_title_parts[0]};; {title}'
if len(h_title_parts) == 2:
g_title = f'{h_title_parts[0]}; {h_title_parts[1]}; {title}'
elif len(h_title_parts) == 3:
g_title += f'{h_title_parts[0]}; {h_title_parts[1]}; {title} ({h_title_parts[2]})'
graph = self.get_graph(f'{h2d.GetName()}_{name}',
g_title, x, y, ex_l, ex_h, ey_l, ey_h)
g_attr_name = f"g_{self.h_name.split('h_')[1]}_{name}"
setattr(self.h_obj, g_attr_name, graph)
return graph
def Write(self, name='', options=None):
return
class BaseResoHistos(BaseHistos):
"""
Base class for resolution histogram classes.
The class adds a special method to produce a graph out of each
2D histograms of the class via e special <histoname>_graph method.
The interface of this method is actually defined by the __call__
method of the GraphBuilder class.
If the method is called, the newly created graph is also added permanently
to the class members and can be reused later.
Example:
-------
def computeEResolution():
....
hreso.h_energyResVenergy_graph('sigmaEOE', '#sigma_{E}/E', computeEResolution)
will create the graph accessible with:
hreso.g_energyResVenergy_sigmaEOE
)
--------
"""
def __init__(self, name, root_file=None, debug=False):
BaseHistos.__init__(self, name, root_file, debug)
if root_file is not None:
# print dir(self)
for attr_2d in [attr for attr in dir(self) if (attr.startswith('h_') and 'TH2' in getattr(self, attr).__class__.__name__)]:
setattr(self, f'{attr_2d}_graph', GraphBuilder(self, attr_2d))
class BaseUpTuples(BaseHistos):
def __init__(self, tuple_suffix, name, root_file=None, debug=False):
self.t_name = f'{name}_{tuple_suffix}'
self.init_ = False
# if not root_file:
# self.t_name = '{}_{}'.format(name, tuple_suffix)
if root_file:
# print(root_file)
# print(root_file.GetName())
upfile = up.open(root_file.GetName(), num_workers=1)
# print(upfile.keys())
dir_name = self.__class__.__name__
self.tree = upfile[f'{dir_name}/{self.t_name}']
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, data):
dir_name = self.__class__.__name__
hm = HistoManager()
obj_name = f'{dir_name}/{self.t_name}'
# print( hm.file.keys())
# print(f'OBJECT: {obj_name}')
if self.init_:
# print('extending')
hm.file[f'{dir_name}/{self.t_name}'].extend(data)
else:
# print('creating')
# hm.file.mktree(f'{dir_name}/{self.t_name}')
hm.file[f'{dir_name}/{self.t_name}'] = data
self.init_ = True
def write(self, upfile):
return
class RateHistos(BaseHistos):
def __init__(self, name, var='pt', root_file=None, debug=False):
if not root_file:
self.h_norm = bh.TH1F(
f'{name}_norm',
'# of events',
1, 1, 2)
self.h_pt = bh.TH1F(
f'{name}_pt',
'rate above p_{T} thresh.; p_{T} [GeV]; rate [kHz];',
100, 0, 100)
# self.h_ptVabseta = bh.TH2F(name+'_ptVabseta', 'Candidate p_{T} vs |#eta|; |#eta|; p_{T} [GeV];', 34, 1.4, 3.1, 100, 0, 100)
self.var = var
BaseHistos.__init__(self, name, root_file, debug)
if root_file is not None:
for attr_1d in [attr for attr in dir(self) if (attr.startswith('h_') and 'TH1' in getattr(self, attr).ClassName())]:
setattr(self, f'{attr_1d}_graph', GraphBuilder(self, attr_1d))
if root_file is not None:
self.normalize(2760.0*11246/1000)
# self.h_simenergy = bh.TH1F(name+'_energy', 'Digi sim-energy (GeV)', 100, 0, 2)
def fill(self, data):
# print(self.h_pt.axes[0])
if self.var == 'pt':
pt_max = ak.max(data.pt, axis=1)
else:
pt_max = ak.max(data[self.var], axis=1)
for thr,bin_center in zip(self.h_pt.axes[0].edges, self.h_pt.axes[0].centers, strict=False):
# for thr,bin_center in zip(self.h_pt.axes[0].edges[1:], self.h_pt.axes[0].centers):
self.h_pt.fill(bin_center, weight=ak.sum(pt_max>=thr))
# for ptf in range(0, int(pt)+1):
# self.h_pt.Fill(ptf)
# self.h_ptVabseta.Fill(abs(eta), pt)
def fill_norm(self, many=1):
# print (f' fill rate norm: {many}')
self.h_norm.fill(1, weight=many)
def normalize(self, norm):
nev = self.h_norm.GetBinContent(1)
if(nev != norm):
print(f'normalize # ev {nev} to {norm}')
self.h_norm.Scale(norm/nev)
self.h_pt.Scale(norm/nev)
# self.h_ptVabseta.Scale(norm/nev)
class BaseTuples(BaseHistos):
def __init__(self, tuple_suffix, tuple_variables,
name, root_file=None, debug=False):
if not root_file:
self.t_values = ROOT.TNtuple(
f'{name}_{tuple_suffix}',
f'{name}_{tuple_suffix}',
tuple_variables)
BaseHistos.__init__(self, name, root_file, debug)
def write(self):
if self.__class__.__name__ not in ROOT.gDirectory.GetListOfKeys():
ROOT.gDirectory.mkdir(self.__class__.__name__)
newdir = ROOT.gDirectory.GetDirectory(self.__class__.__name__)
newdir.cd()
self.t_values.Write()
ROOT.gDirectory.cd('..')
class CompCatTuples(BaseUpTuples):
def __init__(self, name, root_file=None, debug=False):
BaseUpTuples.__init__(
self, 'CompCatData', name, root_file, debug)
def fill(self, reference, target):
# print(self.t_name)
# print(target.fields)
target_vars = [
'pt',
'eta',
'phi',
'compChi2RZ',
'compChi2RPhi',
'compChi2Bend',
'compNstubs',
'tkPt',
'compDphi',
'compDeta',
'compDpt',
'compSrrtot',
'compHoe',
'compMeanz',
'compBDTScore']
rference_vars = [
'pt',
'eta',
'phi',]
# FIXME: add dz0 gen-track
tree_data = {}
for var in target_vars:
tree_data[var] = ak.flatten(ak.drop_none(target[var]))
for var in rference_vars:
tree_data[f'gen_{var}'] = ak.flatten(ak.drop_none(reference[var]))
# print(reference.fields)
tree_data['gen_dz'] = ak.flatten(ak.drop_none(np.abs(reference.ovz-target.tkZ0)))
BaseUpTuples.fill(self, tree_data)
class CompTuples(BaseUpTuples):
def __init__(self, name, root_file=None, debug=False):
BaseUpTuples.__init__(
self, 'CompData', name, root_file, debug)
def fill(self, data):
# Index(['pt', 'energy', 'eta', 'phi', 'tkIso', 'pfIso', 'puppiIso', 'tkChi2',
# 'tkPt', 'tkZ0', 'compBDTScore', 'compBdt', 'compHoe', 'compSrrtot',
# 'compDeta', 'compDphi', 'compDpt', 'compMeanz', 'compNstubs',
# 'compChi2RPhi', 'compChi2RZ', 'compChi2Bend', 'dpt', 'hwQual',
# 'IDTightSTA', 'IDTightEle', 'IDTightPho', 'IDNoBrem', 'IDBrem'],
# dtype='object')
# FIXME: here we do the selection of the tree branches and other manipulations
vars = [
'pt',
'eta',
'phi',
'compChi2RZ',
'compChi2RPhi',
'compChi2Bend',
'compNstubs',
'tkPt',
'compDphi',
'compDeta',
'compDpt',
'compSrrtot',
'compHoe',
'compMeanz',
'compBDTScore']
tree_data = {}
for var in vars:
if var in data.fields:
tree_data[var] = data[var]
BaseUpTuples.fill(self, tree_data)
class GenPartHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
self.h_pt = bh.TH1F(f'{name}_pt', 'Gen Part Pt (GeV)', 100, 0, 100)
self.h_energy = bh.TH1F(f'{name}_energy', 'Gen Part Energy (GeV)', 100, 0, 1000)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, gps):
bh.fill_1Dhist(self.h_pt, gps.pt)
bh.fill_1Dhist(self.h_energy, gps.energy)
# def write(self):
# for histo in [a for a in dir(self) if a.startswith('h_')]:
# getattr(self, histo).Write()
class GenParticleHistos(BaseHistos):
def __init__(self, name, root_file=None, pt_bins=None, debug=False):
if not root_file:
self.h_eta = bh.TH1F(f'{name}_eta', 'Gen Part eta; #eta^{GEN};', 50, -3, 3)
self.h_abseta = bh.TH1F(f'{name}_abseta', 'Gen Part |eta|; |#eta^{GEN}|;', 40, 0, 4)
if pt_bins is None:
self.h_pt = bh.TH1F(f'{name}_pt', 'Gen Part P_{T} (GeV); p_{T}^{GEN} [GeV];', 50, 0, 100)
else:
self.h_pt = hist.Hist(
hist.axis.Variable(pt_bins, name='p_{T}^{GEN} [GeV]'),
label=f'{name}_pt',
name='Gen Part P_{T} (GeV)',
storage=hist.storage.Weight()
)
# print ('bins: {}'.format(pt_bins))
# print ("# bins: {}".format(n_pt_bins))
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, particles):
weights = None
if 'weights' in particles.fields:
weights = particles.weights
bh.fill_1Dhist(hist=self.h_eta,
array=particles.eta)
bh.fill_1Dhist(hist=self.h_abseta,
array=particles.abseta)
bh.fill_1Dhist(hist=self.h_pt,
array=particles.pt)
class GenParticleExtraHistos(GenParticleHistos):
def __init__(self, name, root_file=None, pt_bins=None, debug=False):
if not root_file:
self.h_n = bh.TH1F(f'{name}_#', 'Gen Part #; #', 10, 0, 10)
self.h_pdgid = bh.TH1F(f'{name}_pdgid', 'Gen Part pdgid; pdgid;', 100, -50, 50)
GenParticleHistos.__init__(self, name, root_file, pt_bins, debug)
def fill(self, particles):
weights = None
if 'weights' in particles.fields:
weights = particles.weights
self.h_n.fill(ak.count(particles.pt, axis=1))
bh.fill_1Dhist(hist=self.h_pdgid,
array=particles.pdgid)
GenParticleHistos.fill(self, particles)
class DigiHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_layer = bh.TH1F(f'{name}_layer', 'Digi layer #', 60, 0, 60)
# self.h_simenergy = bh.TH1F(name+'_energy', 'Digi sim-energy (GeV)', 100, 0, 2)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, digis):
bh.fill_1Dhist(self.h_layer, digis.layer)
# rnp.fill_hist(self.h_simenergy, digis.simenergy)
class TCHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_energy = bh.TH1F(f'{name}_energy', 'TC energy (GeV)', 100, 0, 2)
self.h_subdet = bh.TH1F(f'{name}_subdet', 'TC subdet #', 8, 0, 8)
self.h_mipPt = bh.TH1F(f'{name}_mipPt', 'TC MIP Pt', 50, 0, 10)
self.h_layer = ROOT.TProfile(f'{name}_layer', 'TC layer #', 60, 0, 60, 's')
self.h_absz = bh.TH1F(f'{name}_absz', 'TC z(cm)', 100, 300, 500)
self.h_wafertype = bh.TH1F(f'{name}_wafertype', 'Wafer type', 10, 0, 10)
self.h_layerVenergy = bh.TH2F(f'{name}_layerVenergy', 'Energy (GeV) vs Layer #', 60, 0, 60, 100, 0, 2)
self.h_energyVeta = bh.TH2F(f'{name}_energyVeta', 'Energy (GeV) vs Eta', 100, -3.5, 3.5, 100, 0, 2)
# self.h_energyVetaL1t5 = bh.TH2F(name+'_energyVetaL1t5', "Energy (GeV) vs Eta (layers 1 to 5)", 100, -3.5, 3.5, 100, 0, 2)
# self.h_energyVetaL6t10 = bh.TH2F(name+'_energyVetaL6t10', "Energy (GeV) vs Eta (layers 6 to 10)", 100, -3.5, 3.5, 100, 0, 2)
# self.h_energyVetaL11t20 = bh.TH2F(name+'_energyVetaL11t20', "Energy (GeV) vs Eta (layers 11 to 20)", 100, -3.5, 3.5, 100, 0, 2)
# self.h_energyVetaL21t60 = bh.TH2F(name+'_energyVetaL21t60', "Energy (GeV) vs Eta (layers 21 to 60)", 100, -3.5, 3.5, 100, 0, 2)
self.h_energyPetaVphi = ROOT.TProfile2D(f'{name}_energyPetaVphi', 'Energy profile (GeV) vs Eta and Phi', 100, -3.5, 3.5, 100, -3.2, 3.2)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tcs):
rnp.fill_hist(self.h_energy, tcs.energy)
rnp.fill_hist(self.h_subdet, tcs.subdet)
rnp.fill_hist(self.h_mipPt, tcs.mipPt)
cnt = tcs.layer.value_counts().to_frame(name='counts')
cnt['layer'] = cnt.index.values
rnp.fill_profile(self.h_layer, cnt[['layer', 'counts']])
rnp.fill_hist(self.h_absz, np.fabs(tcs.z))
rnp.fill_hist(self.h_wafertype, tcs.wafertype)
rnp.fill_hist(self.h_wafertype, tcs.wafertype)
# FIXME: should bin this guy in eta bins
rnp.fill_hist(self.h_layerVenergy, tcs[['layer', 'energy']])
rnp.fill_hist(self.h_energyVeta, tcs[['eta', 'energy']])
rnp.fill_hist(self.h_energyVeta, tcs[['eta', 'energy']])
# rnp.fill_hist(self.h_energyVetaL1t5, tcs[(tcs.layer >= 1) & (tcs.layer <= 5)][['eta', 'energy']])
# rnp.fill_hist(self.h_energyVetaL6t10, tcs[(tcs.layer >= 6) & (tcs.layer <= 10)][['eta', 'energy']])
# rnp.fill_hist(self.h_energyVetaL11t20, tcs[(tcs.layer >= 11) & (tcs.layer <= 20)][['eta', 'energy']])
# rnp.fill_hist(self.h_energyVetaL21t60, tcs[(tcs.layer >= 21) & (tcs.layer <= 60)][['eta', 'energy']])
rnp.fill_profile(self.h_energyPetaVphi, tcs[['eta', 'phi', 'energy']])
class ClusterHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_energy = bh.TH1F(f'{name}_energy', 'Cluster energy (GeV); E [GeV];', 100, 0, 30)
self.h_layer = bh.TH1F(f'{name}_layer', 'Cluster layer #; layer #;', 60, 0, 60)
# self.h_nCoreCells = bh.TH1F(name+'_nCoreCells', 'Cluster # cells (core)', 30, 0, 30)
self.h_layerVenergy = bh.TH2F(f'{name}_layerVenergy', 'Cluster Energy (GeV) vs Layer #; layer; E [GeV];', 50, 0, 50, 100, 0, 20)
self.h_ncells = bh.TH1F(f'{name}_ncells', 'Cluster # cells; # TC components;', 30, 0, 30)
self.h_layerVncells = bh.TH2F(f'{name}_layerVncells', 'Cluster #cells vs Layer #; layer; # TC components;', 50, 0, 50, 30, 0, 30)
# self.h_layerVnCoreCells = bh.TH2F(name+'_layerVnCoreCells', "Cluster #cells vs Layer #", 50, 0, 50, 30, 0, 30)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, clsts):
rnp.fill_hist(self.h_energy, clsts.energy)
rnp.fill_hist(self.h_layer, clsts.layer)
rnp.fill_hist(self.h_layerVenergy, clsts[['layer', 'energy']])
# if 'ncells' in clsts.columns:
rnp.fill_hist(self.h_ncells, clsts.ncells)
rnp.fill_hist(self.h_layerVncells, clsts[['layer', 'ncells']])
# if 'nCoreCells' in clsts.columns:
# rnp.fill_hist(self.h_nCoreCells, clsts.nCoreCells)
# rnp.fill_hist(self.h_layerVnCoreCells, clsts[['layer', 'nCoreCells']])
class TkEleHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_pt = bh.TH1F(f'{name}_pt', 'Pt (GeV); p_{T} [GeV]', 100, 0, 100)
self.h_eta = bh.TH1F(f'{name}_eta', 'eta; #eta;', 100, -2.5, 2.5)
self.h_energy = bh.TH1F(f'{name}_energy', 'energy (GeV); E [GeV]', 1000, 0, 1000)
self.h_hwQual = bh.TH1F(f'{name}_hwQual', 'quality; hwQual', 10, 0, 10)
self.h_tkpt = bh.TH1F(f'{name}_tkpt', 'Tk Pt (GeV); p_{T}^{L1Tk} [GeV]', 100, 0, 100)
self.h_dpt = bh.TH1F(f'{name}_dpt', 'Delta Tk Pt (GeV); #Delta p_{T}^{L1Tk-Calo} [GeV]', 100, -50, 50)
self.h_tkchi2 = bh.TH1F(f'{name}_tkchi2', 'Tk chi2; #Chi^{2}', 1000, 0, 1000)
self.h_ptVtkpt = bh.TH2F(f'{name}_ptVtkpt', 'TkEG Pt (GeV) vs TkPt; p_{T}^{Tk} [GeV]; p_{T}^{EG} [GeV]', 100, 0, 100, 100, 0, 100)
self.h_tkIso = bh.TH1F(f'{name}_tkIso', 'Iso; rel-iso_{tk}', 100, 0, 2)
self.h_pfIso = bh.TH1F(f'{name}_pfIso', 'Iso; rel-iso_{pf}', 100, 0, 2)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tkegs):
bh.fill_1Dhist(self.h_pt, tkegs.pt)
bh.fill_1Dhist(self.h_eta, tkegs.eta)
bh.fill_1Dhist(self.h_energy, tkegs.energy)
bh.fill_1Dhist(self.h_hwQual, tkegs.hwQual)
bh.fill_1Dhist(self.h_tkpt, tkegs.tkPt)
bh.fill_1Dhist(self.h_dpt, tkegs.dpt)
bh.fill_1Dhist(self.h_tkchi2, tkegs.tkChi2)
bh.fill_1Dhist(self.h_tkIso, tkegs.tkIso)
bh.fill_1Dhist(self.h_pfIso, tkegs.pfIso)
class TkEmHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_pt = bh.TH1F(f'{name}_pt', 'Pt (GeV); p_{T} [GeV]', 100, 0, 100)
self.h_eta = bh.TH1F(f'{name}_eta', 'eta; #eta;', 100, -2.5, 2.5)
self.h_energy = bh.TH1F(f'{name}_energy', 'energy (GeV); E [GeV]', 1000, 0, 1000)
self.h_hwQual = bh.TH1F(f'{name}_hwQual', 'quality; hwQual', 10, 0, 10)
self.h_tkIso = bh.TH1F(f'{name}_tkIso', 'Iso; rel-iso_{tk}', 100, 0, 2)
self.h_pfIso = bh.TH1F(f'{name}_pfIso', 'Iso; rel-iso_{pf}', 100, 0, 2)
self.h_tkIsoPV = bh.TH1F(f'{name}_tkIsoPV', 'Iso; rel-iso^{PV}_{tk}', 100, 0, 2)
self.h_pfIsoPV = bh.TH1F(f'{name}_pfIsoPV', 'Iso; rel-iso^{PV}_{pf}', 100, 0, 2)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tkegs):
bh.fill_1Dhist(self.h_pt, tkegs.pt)
bh.fill_1Dhist(self.h_eta, tkegs.eta)
bh.fill_1Dhist(self.h_energy, tkegs.energy)
bh.fill_1Dhist(self.h_hwQual, tkegs.hwQual)
bh.fill_1Dhist(self.h_tkIso, tkegs.tkIso)
bh.fill_1Dhist(self.h_pfIso, tkegs.pfIso)
bh.fill_1Dhist(self.h_tkIsoPV, tkegs.tkIsoPV)
bh.fill_1Dhist(self.h_pfIsoPV, tkegs.pfIsoPV)
class TkEGHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_pt = bh.TH1F(f'{name}_pt', 'TkEG Pt (GeV); p_{T} [GeV]', 100, 0, 100)
self.h_eta = bh.TH1F(f'{name}_eta', 'TkEG eta; #eta;', 100, -4, 4)
self.h_energy = bh.TH1F(f'{name}_energy', 'TkEG energy (GeV); E [GeV]', 1000, 0, 1000)
self.h_hwQual = bh.TH1F(f'{name}_hwQual', 'TkEG energy (GeV); hwQual', 5, 0, 5)
self.h_tkpt = bh.TH1F(f'{name}_tkpt', 'TkEG Pt (GeV); p_{T} [GeV]', 100, 0, 100)
self.h_tketa = bh.TH1F(f'{name}_tketa', 'TkEG eta; #eta;', 100, -4, 4)
self.h_tkchi2 = bh.TH1F(f'{name}_tkchi2', 'TkEG chi2; #Chi^{2}', 1000, 0, 1000)
self.h_tkchi2Red = bh.TH1F(f'{name}_tkchi2Red', 'TkEG chi2 red; reduced #Chi^{2}', 100, 0, 100)
self.h_tknstubs = bh.TH1F(f'{name}_tknstubs', 'TkEG # stubs; # stubs', 10, 0, 10)
self.h_tkz0 = bh.TH1F(f'{name}_tkz0', 'TkEG z0; z_{0} [cm]', 100, -10, 10)
self.h_tkchi2RedVeta = bh.TH2F(f'{name}_tkchi2RedVeta', 'TkEG chi2 red. v eta; #eta; red. #Chi^{2}', 100, -4, 4, 100, 0, 100)
self.h_tknstubsVeta = bh.TH2F(f'{name}_tknstubsVeta', 'TkEG # stubs vs eta; #eta; # stubs', 100, -4, 4, 10, 0, 10)
self.h_tkz0Veta = bh.TH2F(f'{name}_tkz0Veta', 'TkEG z0 vs eta; #eta; z_{0} [cm]', 100, -4, 4, 100, -10, 10)
self.h_dphi = bh.TH1F(f'{name}_dphi', 'TkEG #Delta #phi; #Delta #phi [rad]', 100, -0.2, 0.2)
self.h_dphiVpt = bh.TH2F(f'{name}_dphiVpt', 'TkEG #Delta #phi vs p_{T}^{EG}; p_{T}^{EG} [GeV]; #Delta #phi [rad]', 100, 0, 100, 100, -0.2, 0.2)
self.h_deta = bh.TH1F(f'{name}_deta', 'TkEG #Delta #eta; #Delta #eta', 100, -0.2, 0.2)
self.h_detaVpt = bh.TH2F(f'{name}_detaVpt', 'TkEG #Delta #eta vs p_{T}^{EG}; p_{T}^{EG} [GeV]; #Delta #eta', 100, 0, 100, 100, -0.2, 0.2)
self.h_dr = bh.TH1F(f'{name}_dr', 'TkEG #Delta R; #Delta R', 100, 0, 0.2)
self.h_ptVtkpt = bh.TH2F(f'{name}_ptVtkpt', 'TkEG Pt (GeV) vs TkPt; p_{T}^{Tk} [GeV]; p_{T}^{EG} [GeV]', 100, 0, 100, 100, 0, 100)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tkegs):
rnp.fill_hist(self.h_pt, tkegs.pt)
rnp.fill_hist(self.h_eta, tkegs.eta)
rnp.fill_hist(self.h_energy, tkegs.energy)
rnp.fill_hist(self.h_hwQual, tkegs.hwQual)
rnp.fill_hist(self.h_tkpt, tkegs.tkpt)
rnp.fill_hist(self.h_tketa, tkegs.tketa)
rnp.fill_hist(self.h_tkchi2, tkegs.tkchi2)
rnp.fill_hist(self.h_tkchi2Red, tkegs.tkchi2Red)
rnp.fill_hist(self.h_tknstubs, tkegs.tknstubs)
rnp.fill_hist(self.h_tkz0, tkegs.tkz0)
rnp.fill_hist(self.h_tkchi2RedVeta, tkegs[['eta', 'tkchi2Red']])
rnp.fill_hist(self.h_tknstubsVeta, tkegs[['eta', 'tknstubs']])
rnp.fill_hist(self.h_tkz0Veta, tkegs[['eta', 'tkz0']])
rnp.fill_hist(self.h_dphi, tkegs.dphi)
rnp.fill_hist(self.h_deta, tkegs.deta)
rnp.fill_hist(self.h_dphiVpt, tkegs[['pt', 'dphi']])
rnp.fill_hist(self.h_detaVpt, tkegs[['pt', 'deta']])
rnp.fill_hist(self.h_dr, tkegs.dr)
rnp.fill_hist(self.h_ptVtkpt, tkegs[['tkpt', 'pt']])
class TrackHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_pt = bh.TH1F(f'{name}_pt',
'Track Pt (GeV); p_{T} [GeV]', 100, 0, 100)
self.h_eta = bh.TH1F(f'{name}_eta',
'Track eta; #eta;', 100, -4, 4)
self.h_chi2 = bh.TH1F(f'{name}_chi2',
'Track chi2; #Chi^{2}', 1000, 0, 1000)
self.h_chi2Red = bh.TH1F(f'{name}_chi2Red',
'Track chi2 red; red. #Chi^{2}', 100, 0, 100)
self.h_nstubs = bh.TH1F(f'{name}_nstubs',
'Track # stubs; # stubs', 10, 0, 10)
self.h_z0 = bh.TH1F(f'{name}_z0',
'Track z0; z_{0} [cm]', 100, -10, 10)
self.h_chi2RedVeta = bh.TH2F(f'{name}_chi2RedVeta',
'Track chi2 red. v eta; #eta; red. #Chi^{2}', 100, -4, 4, 100, 0, 100)
self.h_nstubsVeta = bh.TH2F(f'{name}_nstubsVeta',
'Track # stubs vs eta; #eta; # stubs', 100, -4, 4, 10, 0, 10)
self.h_z0Veta = bh.TH2F(f'{name}_z0Veta',
'Track z0 vs eta; #eta; z_{0} [cm]', 100, -4, 4, 100, -10, 10)
self.h_chi2RedVpt = bh.TH2F(f'{name}_chi2RedVpt',
'Track chi2 red. v pT; p_{T} [GeV]; red. #Chi^{2}', 100, 0, 100, 100, 0, 100)
self.h_nstubsVpt = bh.TH2F(f'{name}_nstubsVpt',
'Track # stubs vs pT; p_{T} [GeV]; # stubs', 100, 0, 100, 10, 0, 10)
self.h_z0Vpt = bh.TH2F(f'{name}_z0Vpt',
'Track z0 vs pT; p_{T} [GeV]; z_{0} [cm]', 100, 0, 100, 100, -10, 10)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tracks):
bh.fill_1Dhist(self.h_pt, tracks.pt)
bh.fill_1Dhist(self.h_eta, tracks.eta)
bh.fill_1Dhist(self.h_chi2, tracks.chi2)
bh.fill_1Dhist(self.h_chi2Red, tracks.chi2Red)
bh.fill_1Dhist(self.h_nstubs, tracks.nStubs)
bh.fill_1Dhist(self.h_z0, tracks.z0)
bh.fill_2Dhist(self.h_chi2RedVeta, tracks.eta, tracks.chi2Red)
bh.fill_2Dhist(self.h_nstubsVeta, tracks.eta, tracks.nStubs)
bh.fill_2Dhist(self.h_z0Veta, tracks.eta, tracks.z0)
bh.fill_2Dhist(self.h_chi2RedVpt, tracks.pt, tracks.chi2Red)
bh.fill_2Dhist(self.h_nstubsVpt, tracks.pt, tracks.nStubs)
bh.fill_2Dhist(self.h_z0Vpt, tracks.pt, tracks.z0)
class TriggerTowerHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_pt = bh.TH1F(f'{name}_pt', 'Tower Pt (GeV); p_{T} [GeV];', 100, 0, 100)
self.h_etEm = bh.TH1F(f'{name}_etEm', 'Tower Et EM (GeV)', 100, 0, 100)
self.h_etHad = bh.TH1F(f'{name}_etHad', 'Tower Et Had (GeV)', 100, 0, 100)
self.h_HoE = bh.TH1F(f'{name}_HoE', 'Tower H/E', 20, 0, 2)
self.h_HoEVpt = bh.TH2F(f'{name}_HoEVpt', 'Tower H/E vs Pt (GeV); H/E;', 50, 0, 100, 20, 0, 2)
self.h_energy = bh.TH1F(f'{name}_energy', 'Tower energy (GeV)', 1000, 0, 1000)
self.h_eta = bh.TH1F(f'{name}_eta', 'Tower eta; #eta;', 75, -3.169, 3.169)
self.h_ieta = bh.TH1F(f'{name}_ieta', 'Tower eta; i#eta;', 18, 0, 18)
self.h_ptVeta = bh.TH2F(f'{name}_ptVeta', 'Tower P_P{T} (GeV) vs #eta; #eta; p_{T} [GeV];', 75, -3.169, 3.169, 100, 0, 10)
self.h_etVieta = bh.TH2F(f'{name}_etVieta', 'Tower E_{T} (GeV) vs ieta; i#eta; E_{T} [GeV];', 18, 0, 18, 100, 0, 10)
self.h_etEmVieta = bh.TH2F(f'{name}_etEmVieta', 'Tower E_{T} EM (GeV) vs ieta; i#eta; E_{T}^{EM} [GeV];', 18, 0, 18, 100, 0, 10)
self.h_etHadVieta = bh.TH2F(f'{name}_etHadVieta', 'Tower E_{T} Had (GeV) vs ieta; i#eta; E_{T}^{HAD} [GeV];', 18, 0, 18, 100, 0, 10)
self.h_sumEt = bh.TH1F(f'{name}_sumEt', 'Tower SumEt (GeV); E_{T}^{TOT} [GeV];', 200, 0, 400)
self.h_sumEtCentral = bh.TH1F(f'{name}_sumEtCentral', 'Tower SumEt (GeV) (central); E_{T}^{TOT} [GeV];', 200, 0, 400)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, towers):
rnp.fill_hist(self.h_pt, towers.pt)
rnp.fill_hist(self.h_etEm, towers.etEm)
rnp.fill_hist(self.h_etHad, towers.etHad)
rnp.fill_hist(self.h_HoE, towers.HoE)
rnp.fill_hist(self.h_HoEVpt, towers[['pt', 'HoE']])
rnp.fill_hist(self.h_energy, towers.energy)
rnp.fill_hist(self.h_eta, towers.eta)
rnp.fill_hist(self.h_ieta, towers.iEta)
rnp.fill_hist(self.h_ptVeta, towers[['eta', 'pt']])
rnp.fill_hist(self.h_etVieta, towers[['iEta', 'pt']])
rnp.fill_hist(self.h_etEmVieta, towers[['iEta', 'etEm']])
rnp.fill_hist(self.h_etHadVieta, towers[['iEta', 'etHad']])
if not towers.empty:
self.h_sumEt.Fill(towers.momentum.sum().Pt())
central_towers = towers[(towers.iEta != 0) & (towers.iEta != 17)]
if not central_towers.empty:
self.h_sumEtCentral.Fill(central_towers.momentum.sum().Pt())
class TriggerTowerResoHistos(BaseResoHistos):
def __init__(self, name, root_file=None):
if not root_file:
self.h_ptRes = bh.TH1F(f'{name}_ptRes', 'TT Pt reso (GeV); (p_{T}^{L1}-p_{T}^{GEN})/p_{T}^{GEN};', 100, -1, 2)
self.h_ptResVpt = bh.TH2F(f'{name}_ptResVpt', 'TT Pt reso (GeV) vs pt (GeV); p_{T}^{GEN} [GeV]; (p_{T}^{L1}-p_{T}^{GEN})/p_{T}^{GEN};', 50, 0, 100, 100, -1, 2)
self.h_ptResVeta = bh.TH2F(f'{name}_ptResVeta', 'TT Pt reso (GeV) vs eta; #eta^{GEN}; (p_{T}^{L1}-p_{T}^{GEN})/p_{T}^{GEN};', 100, -3.5, 3.5, 100, -1, 2)
self.h_ptResp = bh.TH1F(f'{name}_ptResp', 'TT Pt resp.; p_{T}^{L1}/p_{T}^{GEN};', 100, 0, 2)
self.h_ptRespVpt = bh.TH2F(f'{name}_ptRespVpt', 'TT Pt resp. vs pt (GeV); p_{T}^{GEN} [GeV]; p_{T}^{L1}/p_{T}^{GEN};', 50, 0, 100, 100, 0, 2)
self.h_ptRespVeta = bh.TH2F(f'{name}_ptRespVeta', 'TT Pt resp. vs |#eta|; |#eta^{GEN}|; p_{T}^{L1}/p_{T}^{GEN};', 34, 1.4, 3.1, 100, 0, 2)
self.h_energyRes = bh.TH1F(f'{name}_energyRes', 'TT Energy reso (GeV)', 200, -100, 100)
self.h_energyResVeta = bh.TH2F(f'{name}_energyResVeta', 'TT E reso (GeV) vs eta', 100, -3.5, 3.5, 200, -100, 100)
# FIXME: add corresponding Pt plots
self.h_etaRes = bh.TH1F(f'{name}_etaRes', 'TT eta reso; #eta^{L1}-#eta^{GEN}', 100, -0.4, 0.4)
self.h_phiRes = bh.TH1F(f'{name}_phiRes', 'TT phi reso; #phi^{L1}-#phi^{GEN}', 100, -0.4, 0.4)
self.h_etalwRes = bh.TH1F(f'{name}_etalwRes', 'TT eta reso (lw)', 100, -0.4, 0.4)
self.h_philwRes = bh.TH1F(f'{name}_philwRes', 'TT phi reso (lw)', 100, -0.4, 0.4)
self.h_drRes = bh.TH1F(f'{name}_drRes', 'TT DR reso', 100, 0, 0.1)
BaseResoHistos.__init__(self, name, root_file)
def fill(self, reference, target):
self.h_ptRes.Fill((target.pt - reference.pt)/reference.pt)
self.h_ptResVpt.Fill(reference.pt, (target.pt - reference.pt)/reference.pt)
self.h_ptResVeta.Fill(reference.eta, (target.pt - reference.pt)/reference.pt)
self.h_ptResp.Fill(target.pt/reference.pt)
self.h_ptRespVpt.Fill(reference.pt, target.pt/reference.pt)
self.h_ptRespVeta.Fill(abs(reference.eta), target.pt/reference.pt)
self.h_energyRes.Fill(target.energy - reference.energy)
self.h_energyResVeta.Fill(reference.eta, target.energy - reference.energy)
self.h_etaRes.Fill(target.eta - reference.eta)
self.h_phiRes.Fill(target.phi - reference.phi)
self.h_drRes.Fill(np.sqrt((reference.phi-target.phi)**2+(reference.eta-target.eta)**2))
if 'etalw' in target:
self.h_etalwRes.Fill(target.etalw - reference.eta)
if 'philw' in target:
self.h_philwRes.Fill(target.philw - reference.phi)
class Reso2DHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
# self.h_etaRes = bh.TH1F(name+'_etaRes', 'Eta 2D cluster - GEN part', 100, -0.5, 0.5)
# self.h_phiRes = bh.TH1F(name+'_phiRes', 'Phi 2D cluster - GEN part', 100, -0.5, 0.5)
# self.h_phiPRes = bh.TH1F(name+'_phiPRes', 'Phi (+) 2D cluster - GEN part', 100, -0.5, 0.5)
# self.h_phiMRes = bh.TH1F(name+'_phiMRes', 'Phi (-) 2D cluster - GEN part', 100, -0.5, 0.5)
self.h_xResVlayer = bh.TH2F(f'{name}_xResVlayer', 'X resolution (cm) [(2D clus) - GEN]', 60, 0, 60, 100, -10, 10)
self.h_yResVlayer = bh.TH2F(f'{name}_yResVlayer', 'Y resolution (cm) [(2D clus) - GEN]', 60, 0, 60, 100, -10, 10)
# self.h_DRRes = bh.TH1F(name+'_DRRes', 'DR 2D cluster - GEN part', 100, -0.5, 0.5)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, reference, target):
# rnp.fill_hist(self.h_etaRes, reference.eta-target.eta)
#
# rnp.fill_hist(self.h_phiRes, reference.phi-target.phi)
# if reference.pdgid < 0:
# rnp.fill_hist(self.h_phiMRes, reference.phi-target.phi)
# elif reference.pdgid > 0:
# rnp.fill_hist(self.h_phiPRes, reference.phi-target.phi)
# rnp.fill_hist(self.h_DRRes, np.sqrt((reference.phi-target.phi)**2+(reference.eta-target.eta)**2))
if reference.reachedEE == 2:
if 'x' in target.columns:
target['xres'] = reference.posx[target.layer-1]-target.x
# print target[['layer', 'xres']]
rnp.fill_hist(self.h_xResVlayer, target[['layer', 'xres']])
if 'y' in target.columns:
target['yres'] = reference.posy[target.layer-1]-target.y
# print target[['layer', 'yres']]
rnp.fill_hist(self.h_yResVlayer, target[['layer', 'yres']])
# print target[['layer', 'xres', 'yres']]
class GeomHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_maxNNDistVlayer = bh.TH2F(f'{name}_maxNNDistVlayer', 'Max dist between NN vs layer', 60, 0, 60, 100, 0, 10)
self.h_minNNDistVlayer = bh.TH2F(f'{name}_minNNDistVlayer', 'Max dist between NN vs layer', 60, 0, 60, 100, 0, 10)
self.h_nTCsPerLayer = bh.TH1F(f'{name}_nTCsPerLayer', '# of Trigger Cells per layer', 60, 0, 60)
self.h_radiusVlayer = bh.TH2F(f'{name}_radiusVlayer', '# of cells radius vs layer', 60, 0, 60, 200, 0, 200)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, tcs):
if True:
ee_tcs = tcs[tcs.subdet == 3]
for index, tc_geom in ee_tcs.iterrows():
self.h_maxNNDistVlayer.Fill(tc_geom.layer, np.max(tc_geom.neighbor_distance))
self.h_minNNDistVlayer.Fill(tc_geom.layer, np.min(tc_geom.neighbor_distance))
rnp.fill_hist(self.h_nTCsPerLayer, tcs[tcs.subdet == 3].layer)
rnp.fill_hist(self.h_radiusVlayer, tcs[['layer', 'radius']])
class DensityHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_eDensityVlayer = bh.TH2F(f'{name}_eDensityVlayer', 'E (GeV) Density per layer', 60, 0, 60, 600, 0, 30)
self.h_nTCDensityVlayer = bh.TH2F(f'{name}_nTCDensityVlayer', '# TC Density per layer', 60, 0, 60, 20, 0, 20)
elif 'v7' in root_file.GetName() and 'NuGun' not in root_file.GetName():
print('v7 hack')
self.h_eDensityVlayer = root_file.Get(f'{name}eDensityVlayer')
self.h_nTCDensityVlayer = root_file.Get(f'{name}nTCDensityVlayer')
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, layer, energy, nTCs):
self.h_eDensityVlayer.Fill(layer, energy)
self.h_nTCDensityVlayer.Fill(layer, nTCs)
# # for convenience we define some sets
# class HistoSetClusters:
# def __init__(self, name, root_file=None, debug=False):
# self.htc = TCHistos(f'h_tc_{name}', root_file, debug)
# self.hcl2d = ClusterHistos(f'h_cl2d_{name}', root_file, debug)
# self.hcl3d = Cluster3DHistos(f'h_cl3d_{name}', root_file, debug)
# # if not root_file:
# # self.htc.annotateTitles(name)
# # self.hcl2d.annotateTitles(name)
# # self.hcl3d.annotateTitles(name)
# def fill(self, tcs, cl2ds, cl3ds):
# self.htc.fill(tcs)
# self.hcl2d.fill(cl2ds)
# self.hcl3d.fill(cl3ds)
class HistoSetReso:
def __init__(self, name, root_file=None, debug=False):
self.hreso = ResoHistos(f'h_reso_{name}', root_file, debug)
self.hresoCone = None
self.hreso2D = None
# self.hresoCone = ResoHistos('h_resoCone_'+name, root_file)
# self.hreso2D = Reso2DHistos('h_reso2D_'+name, root_file)
# if not root_file:
# self.hreso.annotateTitles(name)
# self.hresoCone.annotateTitles(name)
# self.hreso2D.annotateTitles(name)
class HistoEff:
def __init__(self, passed, total, rebin=None, debug=False):
# print dir(total)
for histo in [a for a in dir(total) if a.startswith('h_')]:
if debug:
print(histo)
hist_total = getattr(total, histo)
hist_passed = getattr(passed, histo)
if rebin is None:
setattr(self, histo, ROOT.TEfficiency(hist_passed, hist_total))
else:
setattr(self, histo, ROOT.TEfficiency(hist_passed.Rebin(rebin,
f'{hist_passed.GetName()}_rebin{rebin}'),
hist_total.Rebin(rebin,
f'{hist_total.GetName()}_rebin{rebin}')))
# getattr(self, histo).Sumw2()
class HistoSetEff:
def __init__(self, name, root_file=None, pt_bins=None, debug=False):
self.name = name
self.h_num = GenParticleHistos(f'h_effNum_{name}', root_file, pt_bins=pt_bins, debug=debug)
self.h_den = GenParticleHistos(f'h_effDen_{name}', root_file, pt_bins=pt_bins, debug=debug)
self.h_eff = None
self.h_ton = None
if root_file:
self.computeEff(debug=debug)
def fillNum(self, particles):
self.h_num.fill(particles)
def fillDen(self, particles):
self.h_den.fill(particles)
def computeEff(self, rebin=None, debug=False):
# print "Computing eff"
if self.h_eff is None or rebin is not None:
self.h_eff = HistoEff(passed=self.h_num, total=self.h_den, rebin=rebin, debug=debug)
def computeTurnOn(self, denominator, debug=False):
self.h_ton = HistoEff(passed=self.h_num, total=denominator, debug=debug)
class TrackResoHistos(BaseResoHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_ptResp = bh.TH1F(
f'{name}_ptResp',
'Track Pt resp.; p_{T}^{L1}/p_{T}^{GEN}',
100, 0, 3)
self.h_ptRespVpt = bh.TH2F(
f'{name}_ptRespVpt',
'Track Pt resp. vs pt (GeV); p_{T}^{GEN} [GeV]; p_{T}^{L1}/p_{T}^{GEN};',
50, 0, 100, 100, 0, 3)
self.h_ptRespVeta = bh.TH2F(
f'{name}_ptRespVeta',
'Track Pt resp. vs #eta; #eta^{GEN}; p_{T}^{L1}/p_{T}^{GEN};',
50, -4, 4, 100, 0, 3)
self.h_etaRes = bh.TH1F(
f'{name}_etaRes',
'Track eta reso',
100, -0.4, 0.4)
self.h_phiRes = bh.TH1F(
f'{name}_phiRes',
'Track phi reso',
100, -0.4, 0.4)
self.h_drRes = bh.TH1F(
f'{name}_drRes',
'Track DR reso',
100, 0, 0.4)
self.h_nMatch = bh.TH1F(
f'{name}_nMatch',
'# matches',
100, 0, 100)
# self.h_pt2stResVpt = bh.TH2F(name+'_pt2stResVpt', 'EG Pt 2stubs reso. vs pt (GeV); p_{T}^{GEN} [GeV]; p_{T}^{L1}-p_{T}^{GEN} [GeV];',
# 50, 0, 100, 100, -20, 20)
#
# self.h_pt2stResp = bh.TH1F(name+'_pt2stResp', 'Track Pt resp.; p_{T}^{L1}/p_{T}^{GEN}',
# 100, 0, 3)
# self.h_pt2stRespVpt = bh.TH2F(name+'_pt2stRespVpt', 'Track Pt resp. vs pt (GeV); p_{T}^{GEN} [GeV]; p_{T}^{L1}/p_{T}^{GEN};',
# 50, 0, 100, 100, 0, 3)
# self.h_pt2stRespVeta = bh.TH2F(name+'_pt2stRespVeta', 'Track Pt resp. vs #eta; #eta^{GEN}; p_{T}^{L1}/p_{T}^{GEN};',
# 50, -4, 4, 100, 0, 3)
BaseResoHistos.__init__(self, name, root_file, debug)
def fill(self, reference, target):
bh.fill_1Dhist(self.h_ptResp, target.pt/reference.pt)
bh.fill_2Dhist(self.h_ptRespVeta, reference.eta, target.pt/reference.pt)
bh.fill_2Dhist(self.h_ptRespVpt, reference.pt, target.pt/reference.pt)
# self.h_pt2stResVpt.Fill(reference.pt, target.pt2stubs-reference.pt)
# self.h_pt2stResp.Fill(target.pt2stubs/reference.pt)
# self.h_pt2stRespVeta.Fill(reference.eta, target.pt2stubs/reference.pt)
# self.h_pt2stRespVpt.Fill(reference.pt, target.pt2stubs/reference.pt)
bh.fill_1Dhist(self.h_etaRes, (target.eta - reference.eta))
bh.fill_1Dhist(self.h_phiRes, (target.phi - reference.phi))
bh.fill_1Dhist(self.h_drRes, np.sqrt((reference.phi-target.phi)**2+(reference.eta-target.eta)**2))
def fill_nMatch(self, n_matches):
self.h_nMatch.Fill(n_matches)
class ClusterConeHistos(BaseHistos):
def __init__(self, name, root_file=None, debug=False):
if not root_file:
self.h_ptRel = bh.TH1F(f'{name}_ptRel',
'Pt best/Pt other; p_{T}^{best}/p_{T}^{other}', 100, 0, 5)
self.h_ptRelVpt = bh.TH2F(f'{name}_ptRelVpt', 'Pt best/Pt other vs pt (GeV); p_{T}^{best} [GeV]; p_{T}^{best}/p_{T}^{other};', 50, 0, 100, 100, 0, 5)
self.h_deltaEta = bh.TH1F(f'{name}_deltaEta', '#Delta eta; #eta^{best}-#eta^{other}', 100, -0.4, 0.4)
self.h_deltaPhi = bh.TH1F(f'{name}_deltaPhi', '#Delta phi; #phi^{best}-#phi^{other}', 100, -0.4, 0.4)
self.h_deltaPhiVq = bh.TH2F(f'{name}_deltaPhiVq', '#Delta phi; #phi^{best}-#phi^{other}; GEN charge;', 100, -0.4, 0.4, 3, -1, 2)
self.h_deltaR = bh.TH1F(f'{name}_deltaR', '#Delta R (best-other); #Delta R (best, other)', 100, 0, 0.4)
self.h_n = bh.TH1F(f'{name}_n', '# other clusters in cone; # others', 20, 0, 20)
BaseHistos.__init__(self, name, root_file, debug)
def fill(self, reference, target, charge):
self.h_ptRel.Fill(target.pt/reference.pt)
self.h_ptRelVpt.Fill(reference.pt, target.pt/reference.pt)
self.h_deltaEta.Fill(target.eta - reference.eta)
self.h_deltaPhi.Fill(target.phi - reference.phi)
# self.h_deltaPhi.Fill(target.phi - reference.phi)
self.h_deltaPhiVq.Fill(target.phi - reference.phi, charge)
self.h_deltaR.Fill(np.sqrt((reference.phi-target.phi)**2+(reference.eta-target.eta)**2))
def fill_n(self, num):
self.h_n.Fill(num)
class IsoTuples(BaseTuples):
def __init__(self, name, root_file=None, debug=False):
BaseTuples.__init__(
self, 'iso', 'pid_gen:e_gen:pt_gen:eta_gen:z0_gen:e:pt:eta:tkIso:pfIso:tkIsoPV:pfIsoPV',
name, root_file, debug)
def fill(self, reference, target):
values_fill = []
if reference is not None:
values_fill.append(reference.pid)
values_fill.append(reference.energy)
values_fill.append(reference.pt)
values_fill.append(reference.eta)
values_fill.append(reference.ovz)
else:
values_fill.extend([-1]*5)
values_fill.append(target.energy)